It's pretty interesting thatAI usage can keep growing while some AI businesses become less profitable. The key is who captures the money, and who carries the risk. @PanteraCapital’s analysis follows this chain: Power → Data centers → GPU operators → AI services → Customers Its illustrative model estimates annual revenue supported by one megawatt of capacity: - Data centers: ~$2.2 million. They lease buildings, cooling and power access. Electricity scarcity could support higher rents, but existing 15–20-year leases limit repricing. - GPU operators: ~$25 million. They install expensive chips and sell computing capacity. Higher revenue comes with hardware costs, debt and the risk that newer chips reduce older equipment’s earning power. - AI providers: ~$44 million. They turn rented computing power into services customers buy, often priced per token, or chunk of text. Their earnings depend on usage, efficiency and competitive pricing. How to read these numbers: Revenue scales as you stack more service layers on top. The risk runs upstream: AI pricing drops → provider margins get pinched → GPU lease obligations come under strain → financing tightens higher up the chain.

What if you could access Institutional-grade trading strategies with zero friction? We are talking the new innovation from @Infinit_Labs, APEX Multi-Strategy (APEX MS) APEX trades. INFINIT OS runs the infrastructure. The INFINIT Standard sets the rules. Three different jobs behind one simple USDC deposit. Let's dive in to understand INFINIT’s push into institutional-grade trading vaults, starting with APEX Multi-Strategy. Here’s how the pieces fit: ❶ APEX is the trading desk. Operated by Apex Quantitative Capital, its AI-led momentum strategy goes long stronger markets and shorts weaker ones across crypto, equities and commodities. Equity and commodity exposure comes through @HyperliquidX perpetual contracts, rather than ownership of the underlying assets. ❷ INFINIT OS is the operating infrastructure. It connects strategy research, vault setup, depositor accounting, execution, monitoring, and reporting (powered by INFINIT’s proprietary, battle-tested AI tooling) to ensure standards are maintained and rules are consistently followed. INFINIT describes 3-of-4 multisig custody, with keys split between INFINIT and the operating team. Trading credentials let managers open and close positions without withdrawal access. ❸ The INFINIT Standard is the rulebook. Managers must pass screening, demonstrate live trading history, commit capital and declare risk limits. Eligible markets must have at least $100 million in open interest. The gateway blocks restricted orders; separate monitoring and risk-team review handle mandate breaches, with unresolved breaches leading to paused trading access. But for depositors, the flow is straightforward: Deposit USDC → receive a vault receipt token → follow weekly reports → redeem your share at maturity, after fees. Managers disclose fees and lock-up terms before deposits open. Your receipt token represents a share of the vault’s value, which can rise or fall. That's it really. There’s also live performance to examine → APEX’s Oct 6 account report shows a 5.26% realized trading return over 58 days (Aug 10–Oct 6, 2026). The figure includes trading fees and net funding, and excludes unrealized P&L. And now if you want to participate, APEX MS2 deposits are planned for October 28–November 11, 2026, with MS1 becomes redeemable on October 28. With all the hype around institutionalization and DeFi renaissance, the interesting proposition is the combination: professional trading expertise, infrastructure to operate the vault, and explicit rules around the manager. APEX provides INFINIT with a strategy that people can evaluate. INFINIT provides APEX with the infrastructure to make that strategy accessible. This creates a potential infinite (pun intended) growth loop: proven managers attract capital; a wider selection of strategies makes the platform more useful; and successful distribution attracts additional managers. APEX can demonstrate demand for a professional onchain strategy, while INFINIT can make the operating model repeatable across managers. So, see you on October 28!

Institutions moving onchain bring a familiar requirement: knowing how their transactions will be handled. Who can see an order? When will it be included? Which operators will process it? @Delphi_Digital’s report on @ETHGasOfficial, founded by Kevin @lepsoe, explores how those requirements could fit within public Ethereum. The concept is Institutional Blockspace: reserving capacity ahead of time and defining how transactions should pass through it. An institution submits directly to ETHGas. Participating infrastructure applies its screening and ordering rules, then routes the transaction through an eligible validator. Settlement still happens on Ethereum. Think of a fund rebalancing its portfolio. It could arrange blockspace and handling conditions before submitting its trades, while continuing to use existing Ethereum contracts and liquidity. The interesting part is where that control sits. Institutions can set conditions around their own transaction flow without requiring the entire network to adopt those conditions. Different participants can use different execution arrangements while sharing a settlement layer. That also creates a market: institutions pay for specific execution conditions, and participating validators earn revenue by supplying the capacity. It gives the institutional adoption discussion a more concrete focus: how financial activity reaches Ethereum, and what users are willing to pay for predictability. The next wave in adoption may be less about launching another chain and more about making @Ethereum easier to plan around.